{"id":"W4412981312","doi":"10.1016/j.tipsro.2025.100329","title":"Reirradiation practices of Radiation Therapists (RePoRT) study","year":2025,"lang":"en","type":"article","venue":"Technical Innovations & Patient Support in Radiation Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre; London Health Sciences Centre; Public Health Ontario; University of Toronto; Dalhousie University; Princess Margaret Cancer Centre","funders":"Association Canadienne des Technologues en Radiation Médicale","keywords":"Radiation Therapist; Medicine; Medical physics; Radiation therapy; Psychology; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001998746,0.0001791762,0.000220472,0.0008718432,0.001021429,0.0009741357,0.0006012128,0.0004907463,0.003101724],"category_scores_gemma":[0.007520398,0.000283338,0.000388642,0.001108792,0.0004232113,0.0005862452,0.001007183,0.000745589,0.0007007051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002756171,"about_ca_system_score_gemma":0.003623543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04781135,"about_ca_topic_score_gemma":0.06028466,"domain_scores_codex":[0.9983509,0.0003801091,0.0002250219,0.0002025169,0.0005525515,0.0002888526],"domain_scores_gemma":[0.9930522,0.001155245,0.002882589,0.0003228455,0.001648497,0.0009386381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004910866,0.0002948934,0.940272,0.0002149083,0.00003768988,0.0002954812,0.03871012,0.0001014901,0.0007740445,0.00004587932,0.0013772,0.01782727],"study_design_scores_gemma":[0.0000143006,0.0003628896,0.9530051,0.0001131037,0.00002461465,0.0008569543,0.03887283,0.0001686916,0.0004868766,0.00001936742,0.006055947,0.00001936793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973435,0.0001496209,0.0001508705,0.0001995738,0.000007014473,0.00009645632,0.0003577952,0.00001224988,0.001683004],"genre_scores_gemma":[0.9970189,0.0003526312,0.0004170683,0.0002141277,0.000009639436,0.0001541291,0.0003311813,0.000009802587,0.001492453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04781135,"threshold_uncertainty_score":0.09506613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03054887508718072,"score_gpt":0.463062597434328,"score_spread":0.4325137223471473,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}